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<title>梁善宜_181013114_猎聘PC版的数据爬取</title>

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}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

    Firefox 28.0+
    Chrome 29.0+
    Internet Explorer 11+ 
    Opera 17.0+

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
.modal-header {
  cursor: move;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: text-bottom;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
Adapted from GitHub theme

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url();
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

.ansi-bold { font-weight: bold; }

    </style>


<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
  } 
  div.output_wrapper { 
    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
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<blockquote><p>梁善宜 181013114</p>
</blockquote>

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<h1 id="&#23545;&#29454;&#32856;PC&#29256;&#36827;&#34892;&#25968;&#25454;&#29228;&#21462;">&#23545;&#29454;&#32856;PC&#29256;&#36827;&#34892;&#25968;&#25454;&#29228;&#21462;<a class="anchor-link" href="#&#23545;&#29454;&#32856;PC&#29256;&#36827;&#34892;&#25968;&#25454;&#29228;&#21462;">&#182;</a></h1><ul>
<li><a href="https://www.liepin.com/zhaopin/">猎聘PC版</a> 以“产品经理”关键词为例。</li>
<li>对公司、行业、城市三个不同参数的进行数据（文本、链接）的抓取。</li>
<li>解析url参数，并建构参数模版。</li>
<li>创建payload（翻页）模版，</li>
<li>xpath解析页面数据，</li>
<li>翻页（可参考之前翻页参数模版））</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 对网页分类栏的文本类型抓取</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">requests_html</span> <span class="k">import</span> <span class="n">HTMLSession</span>

<span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/?keyword=产品经理&quot;</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span> <span class="p">)</span>

<span class="n">主要元素</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//div[@data-selector=&quot;search-conditions&quot;]&#39;</span><span class="p">)</span>

<span class="nb">print</span> <span class="p">(</span><span class="n">主要元素</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">主要元素</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">主要元素</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dt[@class=&quot;search-title&quot;]&#39;</span><span class="p">))</span>

<span class="n">list_search_title</span> <span class="o">=</span> <span class="n">主要元素</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dt[@class=&quot;search-title&quot;]&#39;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">list_search_title</span><span class="p">:</span>
    <span class="nb">print</span> <span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">text</span><span class="p">)</span>
    
<span class="n">list_search_dd</span> <span class="o">=</span> <span class="n">主要元素</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dt[@class=&quot;search-title&quot;]/following-sibling::dd&#39;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">list_search_dd</span><span class="p">:</span>
    <span class="nb">print</span> <span class="p">(</span><span class="n">x</span><span class="p">)</span>  
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<pre>[&lt;Element &#39;div&#39; class=(&#39;search-conditions&#39;,) data-selector=&#39;search-conditions&#39;&gt;]
&lt;Element &#39;div&#39; class=(&#39;search-conditions&#39;,) data-selector=&#39;search-conditions&#39;&gt;
[&lt;Element &#39;dt&#39; class=(&#39;search-title&#39;,)&gt;, &lt;Element &#39;dt&#39; class=(&#39;search-title&#39;,)&gt;, &lt;Element &#39;dt&#39; class=(&#39;search-title&#39;,)&gt;, &lt;Element &#39;dt&#39; class=(&#39;search-title&#39;,)&gt;, &lt;Element &#39;dt&#39; class=(&#39;search-title&#39;,)&gt;]
公司：
行业：
城市：
薪资：
更多：
&lt;Element &#39;dd&#39; class=(&#39;comp-list&#39;,)&gt;
&lt;Element &#39;dd&#39; class=(&#39;short-dd&#39;, &#39;select-industry&#39;) data-param=&#39;industries&#39;&gt;
&lt;Element &#39;dd&#39; data-param=&#39;city&#39;&gt;
&lt;Element &#39;dd&#39; data-param=&#39;salary&#39;&gt;
&lt;Element &#39;dd&#39; class=(&#39;dropdown&#39;, &#39;dropdown-time&#39;)&gt;
&lt;Element &#39;dd&#39; class=(&#39;dropdown&#39;, &#39;dropdown-jobkind&#39;)&gt;
&lt;Element &#39;dd&#39; class=(&#39;dropdown&#39;, &#39;dropdown-compscale&#39;)&gt;
&lt;Element &#39;dd&#39; class=(&#39;dropdown&#39;, &#39;dropdown-compkind&#39;)&gt;
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<h1 id="&#20844;&#21496;&#30340;&#29228;&#21462;">&#20844;&#21496;&#30340;&#29228;&#21462;<a class="anchor-link" href="#&#20844;&#21496;&#30340;&#29228;&#21462;">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 对城市的数据（链接、文本）抓取</span>
<span class="n">公司数据选择器链结</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//div[@data-selector=&quot;search-conditions&quot;]&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dt[@class=&quot;search-title&quot;]/following-sibling::dd&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//div[contains(@class,&quot;hot-comp-tags&quot;)]/a&#39;</span><span class="p">)</span>
<span class="n">公司数据选择器链结</span>

<span class="n">公司数据选择器链结</span> <span class="o">=</span> <span class="p">{</span> <span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s2">&quot;a/text()&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]:</span><span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s2">&quot;a/@href&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">公司数据选择器链结</span><span class="p">}</span>
<span class="n">公司数据选择器链结</span>
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<pre>{&#39;中国500强&#39;: &#39;/zhaopin/?init=-1&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;compTag=155&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;2018互联网300强&#39;: &#39;/zhaopin/?init=-1&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;compTag=182&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;制造业500强&#39;: &#39;/zhaopin/?init=-1&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;compTag=186&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;AI创新成长50强 &#39;: &#39;/zhaopin/?init=-1&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;compTag=189&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;独角兽&#39;: &#39;/zhaopin/?init=-1&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;compTag=130&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;上市公司&#39;: &#39;/zhaopin/?init=-1&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;compTag=156&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;}</pre>
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<h3 id="urllib&#27169;&#22359;&#21151;&#33021;&#20171;&#32461;">urllib&#27169;&#22359;&#21151;&#33021;&#20171;&#32461;<a class="anchor-link" href="#urllib&#27169;&#22359;&#21151;&#33021;&#20171;&#32461;">&#182;</a></h3><ul>
<li>urlparse 
返回的6个部分，分别是：scheme(机制)丶netloc(网络位置)丶path(路径)丶params(路径段参数)丶query(查询)丶fragment(片段)。</li>
<li>parse_qs
返回query(查询)多个部分</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 对于城市爬取出来的url，使用urllib3 解析 url</span>

<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="k">import</span> <span class="n">urlparse</span><span class="p">,</span> <span class="n">parse_qs</span> <span class="c1"># 详细看上面urllib模块的介绍。</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">公司数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
<span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span> <span class="c1"># 用nunique这个函数可以查看数据有多少个不同值。</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 6 entries, 0 to 5
Data columns (total 6 columns):
 #   Column    Non-Null Count  Dtype 
---  ------    --------------  ----- 
 0   scheme    6 non-null      object
 1   netloc    6 non-null      object
 2   path      6 non-null      object
 3   params    6 non-null      object
 4   query     6 non-null      object
 5   fragment  6 non-null      object
dtypes: object(6)
memory usage: 416.0+ bytes
scheme      1
netloc      1
path        1
params      1
query       6
fragment    1
dtype: int64
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>scheme</th>
      <th>netloc</th>
      <th>path</th>
      <th>params</th>
      <th>query</th>
      <th>fragment</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;...</td>
      <td></td>
    </tr>
    <tr>
      <th>1</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;...</td>
      <td></td>
    </tr>
    <tr>
      <th>2</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;...</td>
      <td></td>
    </tr>
    <tr>
      <th>3</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;...</td>
      <td></td>
    </tr>
    <tr>
      <th>4</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;...</td>
      <td></td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 通过url的解析，看出了在url中只有query值不同，因此我们做下一步针对query 再解析</span>

<span class="c1">#df_qs = pd.DataFrame([ parse_qs(x) for x in df[&#39;query&#39;] ])</span>
<span class="n">df_qs</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([{</span><span class="n">k</span><span class="p">:</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;query&#39;</span><span class="p">]</span> <span class="p">])</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">df_qs</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
<span class="n">df_qs</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
<span class="c1">#df_qs[[&#39;keyword&#39;,&#39;compTag&#39;]] 抓取表格中的某个值</span>
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<pre>init             1
headckid         1
flushckid        1
fromSearchBtn    1
keyword          1
compTag          6
ckid             1
siTag            1
d_sfrom          1
d_ckId           1
d_curPage        1
d_pageSize       1
d_headId         1
dtype: int64
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      <th></th>
      <th>init</th>
      <th>headckid</th>
      <th>flushckid</th>
      <th>fromSearchBtn</th>
      <th>keyword</th>
      <th>compTag</th>
      <th>ckid</th>
      <th>siTag</th>
      <th>d_sfrom</th>
      <th>d_ckId</th>
      <th>d_curPage</th>
      <th>d_pageSize</th>
      <th>d_headId</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>-1</td>
      <td>ae5d83c90e7c8cd4</td>
      <td>1</td>
      <td>2</td>
      <td>产品经理</td>
      <td>155</td>
      <td>ae5d83c90e7c8cd4</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>b034127dbb003a0d287008095ccd9c63</td>
      <td>0</td>
      <td>40</td>
      <td>b034127dbb003a0d287008095ccd9c63</td>
    </tr>
    <tr>
      <th>1</th>
      <td>-1</td>
      <td>ae5d83c90e7c8cd4</td>
      <td>1</td>
      <td>2</td>
      <td>产品经理</td>
      <td>182</td>
      <td>ae5d83c90e7c8cd4</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>b034127dbb003a0d287008095ccd9c63</td>
      <td>0</td>
      <td>40</td>
      <td>b034127dbb003a0d287008095ccd9c63</td>
    </tr>
    <tr>
      <th>2</th>
      <td>-1</td>
      <td>ae5d83c90e7c8cd4</td>
      <td>1</td>
      <td>2</td>
      <td>产品经理</td>
      <td>186</td>
      <td>ae5d83c90e7c8cd4</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>b034127dbb003a0d287008095ccd9c63</td>
      <td>0</td>
      <td>40</td>
      <td>b034127dbb003a0d287008095ccd9c63</td>
    </tr>
    <tr>
      <th>3</th>
      <td>-1</td>
      <td>ae5d83c90e7c8cd4</td>
      <td>1</td>
      <td>2</td>
      <td>产品经理</td>
      <td>189</td>
      <td>ae5d83c90e7c8cd4</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>b034127dbb003a0d287008095ccd9c63</td>
      <td>0</td>
      <td>40</td>
      <td>b034127dbb003a0d287008095ccd9c63</td>
    </tr>
    <tr>
      <th>4</th>
      <td>-1</td>
      <td>ae5d83c90e7c8cd4</td>
      <td>1</td>
      <td>2</td>
      <td>产品经理</td>
      <td>130</td>
      <td>ae5d83c90e7c8cd4</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>b034127dbb003a0d287008095ccd9c63</td>
      <td>0</td>
      <td>40</td>
      <td>b034127dbb003a0d287008095ccd9c63</td>
    </tr>
  </tbody>
</table>
</div>
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<h3 id="&#23567;&#32467;">&#23567;&#32467;<a class="anchor-link" href="#&#23567;&#32467;">&#182;</a></h3><ul>
<li>comTag 是不同的公司选择器, 数值不同, 对映到不同类型的公司</li>
<li>keyword 是搜查关键字</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 建构城市的参数模板 及 字典_compTag</span>
<span class="k">def</span> <span class="nf">parse_url_qs_for_compTag</span> <span class="p">(</span><span class="n">url</span><span class="p">):</span>
    <span class="n">six_parts</span> <span class="o">=</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">url</span><span class="p">)</span> 
    <span class="n">out</span> <span class="o">=</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">six_parts</span><span class="o">.</span><span class="n">query</span><span class="p">)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">out</span><span class="p">)</span>

<span class="c1">#1.输出第一条解析的url</span>
<span class="c1"># parse_url_qs_for_compTag(list(公司数据选择器链结.values())[0])[&#39;compTag&#39;]</span>
<span class="n">参数模板</span> <span class="o">=</span> <span class="n">parse_url_qs_for_compTag</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">公司数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">())[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">参数模板</span><span class="p">)</span>

<span class="c1"># 2.选取表格中的comptag的值</span>
<span class="p">[</span> <span class="n">parse_url_qs_for_compTag</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="s1">&#39;compTag&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">公司数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
<span class="c1">#[ parse_url_qs_for_compTag(x)[&#39;compTag&#39;][0] for x in 公司数据选择器链结.values()]</span>

<span class="c1"># 3.加上文本说明后的字典</span>
<span class="n">字典_compTag</span> <span class="o">=</span> <span class="p">{</span> <span class="n">k</span><span class="p">:</span><span class="n">parse_url_qs_for_compTag</span><span class="p">(</span><span class="n">v</span><span class="p">)[</span><span class="s1">&#39;compTag&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">公司数据选择器链结</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">字典_compTag</span><span class="p">)</span>
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<pre>{&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;ae5d83c90e7c8cd4&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;ae5d83c90e7c8cd4&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;b034127dbb003a0d287008095ccd9c63&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;b034127dbb003a0d287008095ccd9c63&#39;]}
{&#39;中国500强&#39;: &#39;155&#39;, &#39;2018互联网300强&#39;: &#39;182&#39;, &#39;制造业500强&#39;: &#39;186&#39;, &#39;AI创新成长50强 &#39;: &#39;189&#39;, &#39;独角兽&#39;: &#39;130&#39;, &#39;上市公司&#39;: &#39;156&#39;}
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 生成城市参数模板  </span>
<span class="k">def</span> <span class="nf">参数模板生成</span><span class="p">(</span><span class="n">compTag</span> <span class="p">,</span> <span class="n">keyword</span> <span class="p">):</span>
    <span class="n">参数</span> <span class="o">=</span> <span class="n">参数模板</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>  <span class="c1"># 复制一份参数模版</span>
    <span class="n">参数</span><span class="p">[</span><span class="s1">&#39;compTag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">compTag</span>
    <span class="n">参数</span><span class="p">[</span><span class="s1">&#39;keyword&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">keyword</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">参数</span><span class="p">)</span>

<span class="c1"># 赋值：keyword</span>
<span class="n">参数_compTag_用户体验</span> <span class="o">=</span> <span class="p">{</span> <span class="n">k</span><span class="p">:</span><span class="n">参数模板生成</span><span class="p">(</span><span class="n">compTag</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span><span class="p">],</span> <span class="n">keyword</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;用户体验&#39;</span><span class="p">])</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">字典_compTag</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
<span class="nb">print</span><span class="p">(</span><span class="n">参数_compTag_用户体验</span><span class="p">)</span>
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<pre>{&#39;中国500强&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;ae5d83c90e7c8cd4&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;ae5d83c90e7c8cd4&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;b034127dbb003a0d287008095ccd9c63&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;b034127dbb003a0d287008095ccd9c63&#39;]}, &#39;2018互联网300强&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;ae5d83c90e7c8cd4&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;compTag&#39;: [&#39;182&#39;], &#39;ckid&#39;: [&#39;ae5d83c90e7c8cd4&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;b034127dbb003a0d287008095ccd9c63&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;b034127dbb003a0d287008095ccd9c63&#39;]}, &#39;制造业500强&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;ae5d83c90e7c8cd4&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;compTag&#39;: [&#39;186&#39;], &#39;ckid&#39;: [&#39;ae5d83c90e7c8cd4&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;b034127dbb003a0d287008095ccd9c63&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;b034127dbb003a0d287008095ccd9c63&#39;]}, &#39;AI创新成长50强 &#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;ae5d83c90e7c8cd4&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;compTag&#39;: [&#39;189&#39;], &#39;ckid&#39;: [&#39;ae5d83c90e7c8cd4&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;b034127dbb003a0d287008095ccd9c63&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;b034127dbb003a0d287008095ccd9c63&#39;]}, &#39;独角兽&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;ae5d83c90e7c8cd4&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;compTag&#39;: [&#39;130&#39;], &#39;ckid&#39;: [&#39;ae5d83c90e7c8cd4&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;b034127dbb003a0d287008095ccd9c63&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;b034127dbb003a0d287008095ccd9c63&#39;]}, &#39;上市公司&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;ae5d83c90e7c8cd4&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;compTag&#39;: [&#39;156&#39;], &#39;ckid&#39;: [&#39;ae5d83c90e7c8cd4&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;b034127dbb003a0d287008095ccd9c63&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;b034127dbb003a0d287008095ccd9c63&#39;]}}
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># request请求</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>

<span class="k">def</span> <span class="nf">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span><span class="p">):</span>
    <span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span> <span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>

    <span class="c1"># 先取特定元素, 精准打击其子后辈</span>
    <span class="n">主要元素</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span> <span class="s1">&#39;//ul[@class=&quot;sojob-list&quot;]/li&#39;</span><span class="p">)</span>

    <span class="c1"># 作为xpath字典，键为我要抓的牛肉名称，值为xpath</span>
    <span class="n">dict_xpaths</span><span class="o">=</span><span class="p">{</span> 
        <span class="s1">&#39;text&#39;</span><span class="p">:</span> <span class="p">{</span>
            <span class="s1">&#39;edu&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]&#39;</span><span class="p">,</span>
            <span class="s1">&#39;经验&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]/following-sibling::span&#39;</span><span class="p">,</span>
            <span class="s1">&#39;薪水&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;text-warning&quot;]&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;时间&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/time/@title&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;职称&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;行业&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/a&#39;</span><span class="p">,</span>
            <span class="s1">&#39;公司名称&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
        <span class="p">},</span>
        <span class="s1">&#39;text_content&#39;</span><span class="p">:</span> <span class="p">{</span>
        <span class="p">},</span>
        <span class="s1">&#39;href&#39;</span><span class="p">:</span> <span class="p">{</span>
            <span class="s1">&#39;链结&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;公司URL&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
        <span class="p">}</span>
    <span class="p">}</span>

    <span class="k">def</span> <span class="nf">get_e_text_content</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">lxml</span><span class="o">.</span><span class="n">text_content</span><span class="p">()</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_e_text</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span> <span class="k">else</span> <span class="n">x</span><span class="o">.</span><span class="n">text</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)])</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_e_href</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                   <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span>  \
                   <span class="k">else</span> <span class="s2">&quot;&quot;</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="c1"># 只对主要元素下进行.xpath取值</span>
    <span class="n">数据字典</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>

    <span class="n">数据字典</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text_content</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text_content&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
    <span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>
    <span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_href</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;href&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>

    <span class="n">数据</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">数据字典</span><span class="p">)</span>
    <span class="c1">#数据.to_excel(&quot;20春_Web数据挖掘_week03_liepin.xlsx&quot;, sheet_name=&quot;搜查结果&quot;)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">数据</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/&quot;</span>

<span class="n">list_df</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">参数_compTag_用户体验</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="n">payload</span> <span class="o">=</span> <span class="n">v</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">assign</span> <span class="p">(</span><span class="n">热门公司类型</span> <span class="o">=</span> <span class="n">k</span><span class="p">)</span>    
    <span class="n">list_df</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>

<span class="n">df_all</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">list_df</span><span class="p">)</span>
<span class="n">df_all</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>edu</th>
      <th>经验</th>
      <th>薪水</th>
      <th>时间</th>
      <th>职称</th>
      <th>行业</th>
      <th>公司名称</th>
      <th>链结</th>
      <th>公司URL</th>
      <th>热门公司类型</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>统招本科</td>
      <td>5-10年</td>
      <td>面议</td>
      <td>2020年04月23日</td>
      <td>安装成本高级经理</td>
      <td>深圳-南山区</td>
      <td>禹洲地产股份有限公司</td>
      <td>https://www.liepin.com/job/1927695079.shtml</td>
      <td>https://www.liepin.com/company/2245242/</td>
      <td>中国500强</td>
    </tr>
    <tr>
      <th>1</th>
      <td>本科及以上</td>
      <td>5-10年</td>
      <td>25-35k·16薪</td>
      <td>2020年04月23日</td>
      <td>集团总部-云架构管理岗</td>
      <td>广州</td>
      <td>越秀集团</td>
      <td>https://www.liepin.com/job/1927682669.shtml</td>
      <td>https://www.liepin.com/company/4585715/</td>
      <td>中国500强</td>
    </tr>
    <tr>
      <th>2</th>
      <td>本科及以上</td>
      <td>5-10年</td>
      <td>30-40k·12薪</td>
      <td>2020年04月23日</td>
      <td>商业集团-投资关系专业总监</td>
      <td>上海</td>
      <td>弘阳集团</td>
      <td>https://www.liepin.com/job/1927599825.shtml</td>
      <td>https://www.liepin.com/company/729252/</td>
      <td>中国500强</td>
    </tr>
    <tr>
      <th>3</th>
      <td>统招本科</td>
      <td>5-10年</td>
      <td>面议</td>
      <td>2020年04月23日</td>
      <td>工程管理总监/经理</td>
      <td>深圳-南山区</td>
      <td>禹洲地产股份有限公司</td>
      <td>https://www.liepin.com/job/1927104937.shtml</td>
      <td>https://www.liepin.com/company/2245242/</td>
      <td>中国500强</td>
    </tr>
    <tr>
      <th>4</th>
      <td>大专及以上</td>
      <td>经验不限</td>
      <td>6-7k·13薪</td>
      <td>2020年04月22日</td>
      <td>人力资源专员（中关村）</td>
      <td></td>
      <td>中国国际技术智力合作有限公司</td>
      <td>https://www.liepin.com/job/1927674527.shtml</td>
      <td>https://www.liepin.com/company/1233751/</td>
      <td>中国500强</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>35</th>
      <td>统招本科</td>
      <td>3-5年</td>
      <td>16-41k·12薪</td>
      <td>2020年04月14日</td>
      <td>私人财富管家/私人银行理财经理</td>
      <td>太原-三桥</td>
      <td>山西证券</td>
      <td>https://www.liepin.com/job/1923874779.shtml</td>
      <td>https://www.liepin.com/company/8538316/</td>
      <td>上市公司</td>
    </tr>
    <tr>
      <th>36</th>
      <td>统招本科</td>
      <td>5-10年</td>
      <td>30-50k·12薪</td>
      <td>2020年04月13日</td>
      <td>集团总部投资总监</td>
      <td>深圳-南山区</td>
      <td>禹洲地产股份有限公司</td>
      <td>https://www.liepin.com/job/1927409715.shtml</td>
      <td>https://www.liepin.com/company/2245242/</td>
      <td>上市公司</td>
    </tr>
    <tr>
      <th>37</th>
      <td>本科及以上</td>
      <td>3-5年</td>
      <td>15-25k·13薪</td>
      <td>2020年04月13日</td>
      <td>高级运维开发工程师</td>
      <td>杭州</td>
      <td>网易集团</td>
      <td>https://www.liepin.com/job/1926674043.shtml</td>
      <td>https://www.liepin.com/company/5964833/</td>
      <td>上市公司</td>
    </tr>
    <tr>
      <th>38</th>
      <td>统招本科</td>
      <td>5-10年</td>
      <td>面议</td>
      <td>2020年04月10日</td>
      <td>集团总部招采总监</td>
      <td>深圳-南山区</td>
      <td>禹洲地产股份有限公司</td>
      <td>https://www.liepin.com/job/1927352801.shtml</td>
      <td>https://www.liepin.com/company/2245242/</td>
      <td>上市公司</td>
    </tr>
    <tr>
      <th>39</th>
      <td>本科及以上</td>
      <td>1-3年</td>
      <td>4-6k·12薪</td>
      <td>2020年04月10日</td>
      <td>猎头顾问（面试快）</td>
      <td></td>
      <td>猎聘</td>
      <td>https://www.liepin.com/job/1925796945.shtml</td>
      <td>https://www.liepin.com/company/7873694/</td>
      <td>上市公司</td>
    </tr>
  </tbody>
</table>
<p>240 rows × 10 columns</p>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># C-4   输出</span>
<span class="n">df_all</span><span class="o">.</span><span class="n">to_excel</span><span class="p">(</span><span class="s2">&quot;公司类型的数据爬取.xlsx&quot;</span><span class="p">,</span> <span class="n">sheet_name</span><span class="o">=</span><span class="s2">&quot;搜查结果&quot;</span><span class="p">)</span>
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<h1 id="&#34892;&#19994;&#30340;&#29228;&#21462;">&#34892;&#19994;&#30340;&#29228;&#21462;<a class="anchor-link" href="#&#34892;&#19994;&#30340;&#29228;&#21462;">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 对行业的数据（链接、文本）抓取</span>
<span class="n">行业数据选择器链结</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//div[@data-selector=&quot;search-conditions&quot;]&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dt[@class=&quot;search-title&quot;]/following-sibling::dd&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//div[contains(@class,&quot;sub-industry&quot;)]/a&#39;</span><span class="p">)</span>
<span class="n">行业数据选择器链结</span>

<span class="n">行业数据选择器链结</span> <span class="o">=</span> <span class="p">{</span> <span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s2">&quot;a/text()&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]:</span><span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s2">&quot;a/@href&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">行业数据选择器链结</span><span class="p">}</span>
<span class="n">行业数据选择器链结</span>
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<pre>{&#39;互联网/电商&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_01&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=040&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;游戏产业&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_01&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=420&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;计算机软件&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_01&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=010&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;IT服务&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_01&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=030&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
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 &#39;新能源&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_11&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=490&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;专业服务&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_07&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=120&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;中介服务&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_07&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=110&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;外包服务&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_07&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=440&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;检测/认证&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_07&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=450&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;餐饮/酒旅/服务&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_07&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=230&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;文体娱乐&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_07&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=260&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;租赁服务&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_07&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=510&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;广告/市场/会展&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_08&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=070&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;影视文化&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_08&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=170&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;教育培训&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_08&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=380&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;交通/物流/运输&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_09&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=250&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;贸易/进出口&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_09&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=160&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;航空/航天&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_09&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=480&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;政务/公共服务&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_12&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=390&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;农林牧渔&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_12&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=410&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;,
 &#39;其他行业&#39;: &#39;/zhaopin/?subIndustry=&amp;init=-1&amp;industryType=industry_12&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=400&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="k">import</span> <span class="n">urlparse</span><span class="p">,</span> <span class="n">parse_qs</span>

<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">行业数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
<span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 51 entries, 0 to 50
Data columns (total 6 columns):
 #   Column    Non-Null Count  Dtype 
---  ------    --------------  ----- 
 0   scheme    51 non-null     object
 1   netloc    51 non-null     object
 2   path      51 non-null     object
 3   params    51 non-null     object
 4   query     51 non-null     object
 5   fragment  51 non-null     object
dtypes: object(6)
memory usage: 2.5+ KB
scheme       1
netloc       1
path         1
params       1
query       51
fragment     1
dtype: int64
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>scheme</th>
      <th>netloc</th>
      <th>path</th>
      <th>params</th>
      <th>query</th>
      <th>fragment</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>subIndustry=&amp;init=-1&amp;industryType=industry_01&amp;...</td>
      <td></td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 针对query 再解析之 </span>
<span class="c1">#df_qs = pd.DataFrame([ parse_qs(x) for x in df[&#39;query&#39;] ])</span>
<span class="n">df_qs</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([{</span><span class="n">k</span><span class="p">:</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;query&#39;</span><span class="p">]</span> <span class="p">])</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">df_qs</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
<span class="n">df_qs</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
<span class="c1"># df_qs[[&#39;keyword&#39;,&#39;industries&#39;]]  取表格中特定的某个值</span>
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<pre>init              1
industryType     12
headckid          1
flushckid         1
fromSearchBtn     1
industries       51
keyword           1
ckid              1
siTag             1
d_sfrom           1
d_ckId            1
d_curPage         1
d_pageSize        1
d_headId          1
dtype: int64
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        vertical-align: top;
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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>init</th>
      <th>industryType</th>
      <th>headckid</th>
      <th>flushckid</th>
      <th>fromSearchBtn</th>
      <th>industries</th>
      <th>keyword</th>
      <th>ckid</th>
      <th>siTag</th>
      <th>d_sfrom</th>
      <th>d_ckId</th>
      <th>d_curPage</th>
      <th>d_pageSize</th>
      <th>d_headId</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>-1</td>
      <td>industry_01</td>
      <td>a2c857af6f47c165</td>
      <td>1</td>
      <td>2</td>
      <td>040</td>
      <td>产品经理</td>
      <td>a2c857af6f47c165</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>16345e20e424a274af0a22d92523195d</td>
      <td>0</td>
      <td>40</td>
      <td>16345e20e424a274af0a22d92523195d</td>
    </tr>
    <tr>
      <th>1</th>
      <td>-1</td>
      <td>industry_01</td>
      <td>a2c857af6f47c165</td>
      <td>1</td>
      <td>2</td>
      <td>420</td>
      <td>产品经理</td>
      <td>a2c857af6f47c165</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>16345e20e424a274af0a22d92523195d</td>
      <td>0</td>
      <td>40</td>
      <td>16345e20e424a274af0a22d92523195d</td>
    </tr>
    <tr>
      <th>2</th>
      <td>-1</td>
      <td>industry_01</td>
      <td>a2c857af6f47c165</td>
      <td>1</td>
      <td>2</td>
      <td>010</td>
      <td>产品经理</td>
      <td>a2c857af6f47c165</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>16345e20e424a274af0a22d92523195d</td>
      <td>0</td>
      <td>40</td>
      <td>16345e20e424a274af0a22d92523195d</td>
    </tr>
    <tr>
      <th>3</th>
      <td>-1</td>
      <td>industry_01</td>
      <td>a2c857af6f47c165</td>
      <td>1</td>
      <td>2</td>
      <td>030</td>
      <td>产品经理</td>
      <td>a2c857af6f47c165</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>16345e20e424a274af0a22d92523195d</td>
      <td>0</td>
      <td>40</td>
      <td>16345e20e424a274af0a22d92523195d</td>
    </tr>
    <tr>
      <th>4</th>
      <td>-1</td>
      <td>industry_02</td>
      <td>a2c857af6f47c165</td>
      <td>1</td>
      <td>2</td>
      <td>050</td>
      <td>产品经理</td>
      <td>a2c857af6f47c165</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>16345e20e424a274af0a22d92523195d</td>
      <td>0</td>
      <td>40</td>
      <td>16345e20e424a274af0a22d92523195d</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 建构 参数模板 及 字典_industries</span>
<span class="k">def</span> <span class="nf">parse_url_qs_for_industries</span> <span class="p">(</span><span class="n">url</span><span class="p">):</span>
    <span class="n">six_parts</span> <span class="o">=</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">url</span><span class="p">)</span> 
    <span class="n">out</span> <span class="o">=</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">six_parts</span><span class="o">.</span><span class="n">query</span><span class="p">)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">out</span><span class="p">)</span>

<span class="c1"># parse_url_qs_for_compTag(list(公司数据选择器链结.values())[0])[&#39;compTag&#39;]</span>
<span class="n">参数模板</span> <span class="o">=</span> <span class="n">parse_url_qs_for_industries</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">行业数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">())[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">参数模板</span><span class="p">)</span>
<span class="c1"># [ parse_url_qs_for_compTag(x)[&#39;compTag&#39;] for x in 公司数据选择器链结.values()]</span>
<span class="p">[</span> <span class="n">parse_url_qs_for_industries</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="s1">&#39;industries&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">行业数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>

<span class="n">字典_industries</span> <span class="o">=</span> <span class="p">{</span> <span class="n">k</span><span class="p">:</span><span class="n">parse_url_qs_for_industries</span><span class="p">(</span><span class="n">v</span><span class="p">)[</span><span class="s1">&#39;industries&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">行业数据选择器链结</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">字典_industries</span><span class="p">)</span>
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<pre>{&#39;init&#39;: [&#39;-1&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;headckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;]}
{&#39;互联网/电商&#39;: &#39;040&#39;, &#39;游戏产业&#39;: &#39;420&#39;, &#39;计算机软件&#39;: &#39;010&#39;, &#39;IT服务&#39;: &#39;030&#39;, &#39;电子/芯片/半导体&#39;: &#39;050&#39;, &#39;通信业&#39;: &#39;060&#39;, &#39;计算机/网络设备&#39;: &#39;020&#39;, &#39;房地产/建筑&#39;: &#39;080&#39;, &#39;规划/设计/装潢&#39;: &#39;100&#39;, &#39;房地产服务&#39;: &#39;090&#39;, &#39;银行&#39;: &#39;130&#39;, &#39;保险&#39;: &#39;140&#39;, &#39;基金/证券/投资&#39;: &#39;150&#39;, &#39;会计/审计&#39;: &#39;430&#39;, &#39;信托/担保/拍卖&#39;: &#39;500&#39;, &#39;快消品&#39;: &#39;190&#39;, &#39;批发零售&#39;: &#39;240&#39;, &#39;服装纺织&#39;: &#39;200&#39;, &#39;家具/家电&#39;: &#39;210&#39;, &#39;办公设备&#39;: &#39;220&#39;, &#39;奢侈品/收藏品&#39;: &#39;460&#39;, &#39;珠宝/玩具/工艺品&#39;: &#39;470&#39;, &#39;汽车/摩托车&#39;: &#39;350&#39;, &#39;机械/机电/重工&#39;: &#39;360&#39;, &#39;印刷/包装/造纸&#39;: &#39;180&#39;, &#39;原材料加工&#39;: &#39;370&#39;, &#39;仪器/电气/自动化&#39;: &#39;340&#39;, &#39;制药/生物工程&#39;: &#39;270&#39;, &#39;医疗/保健/美容&#39;: &#39;280&#39;, &#39;医疗器械&#39;: &#39;290&#39;, &#39;能源/水利&#39;: &#39;330&#39;, &#39;石油/化工&#39;: &#39;310&#39;, &#39;采掘/冶炼/矿产&#39;: &#39;320&#39;, &#39;环保&#39;: &#39;300&#39;, &#39;新能源&#39;: &#39;490&#39;, &#39;专业服务&#39;: &#39;120&#39;, &#39;中介服务&#39;: &#39;110&#39;, &#39;外包服务&#39;: &#39;440&#39;, &#39;检测/认证&#39;: &#39;450&#39;, &#39;餐饮/酒旅/服务&#39;: &#39;230&#39;, &#39;文体娱乐&#39;: &#39;260&#39;, &#39;租赁服务&#39;: &#39;510&#39;, &#39;广告/市场/会展&#39;: &#39;070&#39;, &#39;影视文化&#39;: &#39;170&#39;, &#39;教育培训&#39;: &#39;380&#39;, &#39;交通/物流/运输&#39;: &#39;250&#39;, &#39;贸易/进出口&#39;: &#39;160&#39;, &#39;航空/航天&#39;: &#39;480&#39;, &#39;政务/公共服务&#39;: &#39;390&#39;, &#39;农林牧渔&#39;: &#39;410&#39;, &#39;其他行业&#39;: &#39;400&#39;}
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">参数模板生成</span><span class="p">(</span><span class="n">industries</span> <span class="p">,</span> <span class="n">keyword</span> <span class="p">):</span>
    <span class="n">参数</span> <span class="o">=</span> <span class="n">参数模板</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
    <span class="n">参数</span><span class="p">[</span><span class="s1">&#39;industries&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">industries</span>
    <span class="n">参数</span><span class="p">[</span><span class="s1">&#39;keyword&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">keyword</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">参数</span><span class="p">)</span>

<span class="n">参数_industries_用户体验</span> <span class="o">=</span> <span class="p">{</span> <span class="n">k</span><span class="p">:</span><span class="n">参数模板生成</span><span class="p">(</span><span class="n">industries</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span><span class="p">],</span> <span class="n">keyword</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;用户体验&#39;</span><span class="p">])</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">字典_industries</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
<span class="nb">print</span><span class="p">(</span><span class="n">参数_industries_用户体验</span><span class="p">)</span>
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<pre>{&#39;互联网/电商&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;headckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;ckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;]}, &#39;游戏产业&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;headckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;industries&#39;: [&#39;420&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;ckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;]}, &#39;计算机软件&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;headckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;industries&#39;: [&#39;010&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;ckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;]}, &#39;IT服务&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;headckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;industries&#39;: [&#39;030&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;ckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;]}, &#39;电子/芯片/半导体&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;headckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;industries&#39;: [&#39;050&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;ckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;]}, &#39;通信业&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;headckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;industries&#39;: [&#39;060&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;ckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;]}, &#39;计算机/网络设备&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;headckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;industries&#39;: [&#39;020&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;ckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;]}, &#39;房地产/建筑&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;headckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], 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[&#39;2&#39;], &#39;industries&#39;: [&#39;250&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;ckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;]}, &#39;贸易/进出口&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;headckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;industries&#39;: [&#39;160&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;ckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;]}, &#39;航空/航天&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;headckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;industries&#39;: [&#39;480&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;ckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;]}, &#39;政务/公共服务&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;headckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;industries&#39;: [&#39;390&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;ckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;]}, &#39;农林牧渔&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;headckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;industries&#39;: [&#39;410&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;ckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;]}, &#39;其他行业&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;headckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;industries&#39;: [&#39;400&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;], &#39;ckid&#39;: [&#39;a2c857af6f47c165&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;16345e20e424a274af0a22d92523195d&#39;]}}
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 尝试取其中一个url 查看参数模版是否建构成功</span>
<span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/&quot;</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>
<span class="n">payload</span> <span class="o">=</span> <span class="n">参数_industries_用户体验</span><span class="p">[</span><span class="s1">&#39;互联网/电商&#39;</span><span class="p">]</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>
<span class="n">r</span><span class="o">.</span><span class="n">url</span>
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<pre>&#39;https://www.liepin.com/zhaopin/?init=-1&amp;industryType=industry_01&amp;headckid=a2c857af6f47c165&amp;flushckid=1&amp;fromSearchBtn=2&amp;industries=040&amp;keyword=%E7%94%A8%E6%88%B7%E4%BD%93%E9%AA%8C&amp;ckid=a2c857af6f47c165&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=16345e20e424a274af0a22d92523195d&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=16345e20e424a274af0a22d92523195d&#39;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>

<span class="k">def</span> <span class="nf">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span><span class="p">):</span>
    <span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span> <span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>

    <span class="c1"># 先取特定元素, 精准打击其子后辈</span>
    <span class="n">主要元素</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span> <span class="s1">&#39;//ul[@class=&quot;sojob-list&quot;]/li&#39;</span><span class="p">)</span>

    <span class="c1"># 作为xpath字典，键为我要抓的牛肉名称，值为xpath</span>
    <span class="n">dict_xpaths</span><span class="o">=</span><span class="p">{</span> 
        <span class="s1">&#39;text&#39;</span><span class="p">:</span> <span class="p">{</span>
            <span class="s1">&#39;edu&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]&#39;</span><span class="p">,</span>
            <span class="s1">&#39;经验&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]/following-sibling::span&#39;</span><span class="p">,</span>
            <span class="s1">&#39;薪水&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;text-warning&quot;]&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;时间&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/time/@title&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;职称&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;行业&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/a&#39;</span><span class="p">,</span>
            <span class="s1">&#39;公司名称&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
        <span class="p">},</span>
        <span class="s1">&#39;text_content&#39;</span><span class="p">:</span> <span class="p">{</span>
        <span class="p">},</span>
        <span class="s1">&#39;href&#39;</span><span class="p">:</span> <span class="p">{</span>
            <span class="s1">&#39;链结&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;公司URL&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
        <span class="p">}</span>
    <span class="p">}</span>

    <span class="k">def</span> <span class="nf">get_e_text_content</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">lxml</span><span class="o">.</span><span class="n">text_content</span><span class="p">()</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_e_text</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span> <span class="k">else</span> <span class="n">x</span><span class="o">.</span><span class="n">text</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)])</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_e_href</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                   <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span>  \
                   <span class="k">else</span> <span class="s2">&quot;&quot;</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="c1"># 只对主要元素下进行.xpath取值</span>
    <span class="n">数据字典</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>

    <span class="n">数据字典</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text_content</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text_content&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
    <span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>
    <span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_href</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;href&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>

    <span class="n">数据</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">数据字典</span><span class="p">)</span>
    <span class="c1">#数据.to_excel(&quot;20春_Web数据挖掘_week03_liepin.xlsx&quot;, sheet_name=&quot;搜查结果&quot;)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">数据</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/&quot;</span>

<span class="n">list_df</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">参数_industries_用户体验</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="n">payload</span> <span class="o">=</span> <span class="n">v</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">assign</span> <span class="p">(</span><span class="n">热门行业分类</span> <span class="o">=</span> <span class="n">k</span><span class="p">)</span>    
    <span class="n">list_df</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>

<span class="n">df_all</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">list_df</span><span class="p">)</span>
<span class="n">df_all</span>
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<style scoped>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>edu</th>
      <th>经验</th>
      <th>薪水</th>
      <th>时间</th>
      <th>职称</th>
      <th>行业</th>
      <th>公司名称</th>
      <th>链结</th>
      <th>公司URL</th>
      <th>热门行业分类</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>统招本科</td>
      <td>3-5年</td>
      <td>10-15k·12薪</td>
      <td>2020年04月24日</td>
      <td>策划主管/经理</td>
      <td>广州</td>
      <td>广州谷雨生物科技有限公司</td>
      <td>https://www.liepin.com/job/1927746037.shtml</td>
      <td>https://www.liepin.com/company/12197905/</td>
      <td>互联网/电商</td>
    </tr>
    <tr>
      <th>1</th>
      <td>本科及以上</td>
      <td>3-5年</td>
      <td>10-20k·13薪</td>
      <td>2020年04月24日</td>
      <td>客服主管</td>
      <td>深圳-南山区</td>
      <td>泽金金服</td>
      <td>https://www.liepin.com/job/1927746007.shtml</td>
      <td>https://www.liepin.com/company/8787574/</td>
      <td>互联网/电商</td>
    </tr>
    <tr>
      <th>2</th>
      <td>统招本科</td>
      <td>1-3年</td>
      <td>10-15k·14薪</td>
      <td>2020年04月24日</td>
      <td>运维工程师(J10609)</td>
      <td>广州-番禺区</td>
      <td>有米科技</td>
      <td>https://www.liepin.com/job/1927745611.shtml</td>
      <td>https://www.liepin.com/company/7863254/</td>
      <td>互联网/电商</td>
    </tr>
    <tr>
      <th>3</th>
      <td>统招本科</td>
      <td>3-5年</td>
      <td>15-25k·12薪</td>
      <td>2020年04月24日</td>
      <td>董事长助理</td>
      <td>广州</td>
      <td>泉后集团</td>
      <td>https://www.liepin.com/job/1927743139.shtml</td>
      <td>https://www.liepin.com/company/10269965/</td>
      <td>互联网/电商</td>
    </tr>
    <tr>
      <th>4</th>
      <td>大专及以上</td>
      <td>5-10年</td>
      <td>20-40k·14薪</td>
      <td>2020年04月24日</td>
      <td>美妆运营总监</td>
      <td>杭州</td>
      <td>蘑菇街</td>
      <td>https://www.liepin.com/job/1927738411.shtml</td>
      <td>https://www.liepin.com/company/3824406/</td>
      <td>互联网/电商</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>35</th>
      <td>硕士及以上</td>
      <td>3-5年</td>
      <td>10-20k·13薪</td>
      <td>2020年04月24日</td>
      <td>上位机软件工程师</td>
      <td>重庆-渝北区</td>
      <td>北京理工大学重庆创新中心</td>
      <td>https://www.liepin.com/job/1927746867.shtml</td>
      <td>https://www.liepin.com/company/10137173/</td>
      <td>其他行业</td>
    </tr>
    <tr>
      <th>36</th>
      <td>本科及以上</td>
      <td>1-3年</td>
      <td>6-12k·13薪</td>
      <td>2020年04月24日</td>
      <td>系统测试工程师</td>
      <td>重庆-渝北区</td>
      <td>北京理工大学重庆创新中心</td>
      <td>https://www.liepin.com/job/1927746353.shtml</td>
      <td>https://www.liepin.com/company/10137173/</td>
      <td>其他行业</td>
    </tr>
    <tr>
      <th>37</th>
      <td>大专及以上</td>
      <td>3-5年</td>
      <td>10-15k·12薪</td>
      <td>2020年04月24日</td>
      <td>莞建公司技术岗主管</td>
      <td>东莞</td>
      <td>东莞实业集团</td>
      <td>https://www.liepin.com/job/1927746261.shtml</td>
      <td>https://www.liepin.com/company/5254322/</td>
      <td>其他行业</td>
    </tr>
    <tr>
      <th>38</th>
      <td>本科及以上</td>
      <td>5-10年</td>
      <td>16-25k·12薪</td>
      <td>2020年04月24日</td>
      <td>莞建公司项目管理部副总监</td>
      <td>东莞</td>
      <td>东莞实业集团</td>
      <td>https://www.liepin.com/job/1927745899.shtml</td>
      <td>https://www.liepin.com/company/5254322/</td>
      <td>其他行业</td>
    </tr>
    <tr>
      <th>39</th>
      <td>本科及以上</td>
      <td>5-10年</td>
      <td>16-25k·12薪</td>
      <td>2020年04月24日</td>
      <td>莞建公司项目管理部总监</td>
      <td>东莞</td>
      <td>东莞实业集团</td>
      <td>https://www.liepin.com/job/1927745777.shtml</td>
      <td>https://www.liepin.com/company/5254322/</td>
      <td>其他行业</td>
    </tr>
  </tbody>
</table>
<p>2040 rows × 10 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># C-4   输出</span>
<span class="n">df_all</span><span class="o">.</span><span class="n">to_excel</span><span class="p">(</span><span class="s2">&quot;行业类型的数据爬取.xlsx&quot;</span><span class="p">,</span> <span class="n">sheet_name</span><span class="o">=</span><span class="s2">&quot;搜查结果&quot;</span><span class="p">)</span>
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<h1 id="&#22478;&#24066;&#30340;&#29228;&#21462;">&#22478;&#24066;&#30340;&#29228;&#21462;<a class="anchor-link" href="#&#22478;&#24066;&#30340;&#29228;&#21462;">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 对城市分类的数据（链接、文本）抓取</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">requests_html</span> <span class="k">import</span> <span class="n">HTMLSession</span>

<span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/?keyword=用户研究&quot;</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span> <span class="p">)</span>

<span class="n">城市链接</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//div[@data-selector=&quot;search-conditions&quot;]&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dt[@class=&quot;search-title&quot;]/following-sibling::dd&#39;</span><span class="p">)[</span><span class="mi">2</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//a/@href&#39;</span><span class="p">)</span>
<span class="n">城市文本</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//div[@data-selector=&quot;search-conditions&quot;]&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                 <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dt[@class=&quot;search-title&quot;]/following-sibling::dd&#39;</span><span class="p">)[</span><span class="mi">2</span><span class="p">]</span> \
                  <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//a/text()&#39;</span><span class="p">)</span>

<span class="n">城市数据选择器链结</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">城市文本</span><span class="p">,</span><span class="n">城市链接</span><span class="p">))</span>
<span class="n">城市数据选择器链结</span>
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<pre>{&#39;全国&#39;: &#39;/zhaopin/?init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=&amp;keyword=%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6&amp;ckid=339f66b497b256e9&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=afa446921de14f892c9c68b4998a7347&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=afa446921de14f892c9c68b4998a7347&#39;,
 &#39;北京&#39;: &#39;/zhaopin/?init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=010&amp;keyword=%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6&amp;ckid=339f66b497b256e9&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=afa446921de14f892c9c68b4998a7347&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=afa446921de14f892c9c68b4998a7347&#39;,
 &#39;上海&#39;: &#39;/zhaopin/?init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=020&amp;keyword=%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6&amp;ckid=339f66b497b256e9&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=afa446921de14f892c9c68b4998a7347&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=afa446921de14f892c9c68b4998a7347&#39;,
 &#39;广州&#39;: &#39;/zhaopin/?init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=050020&amp;keyword=%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6&amp;ckid=339f66b497b256e9&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=afa446921de14f892c9c68b4998a7347&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=afa446921de14f892c9c68b4998a7347&#39;,
 &#39;深圳&#39;: &#39;/zhaopin/?init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=050090&amp;keyword=%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6&amp;ckid=339f66b497b256e9&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=afa446921de14f892c9c68b4998a7347&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=afa446921de14f892c9c68b4998a7347&#39;,
 &#39;天津&#39;: &#39;/zhaopin/?init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=030&amp;keyword=%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6&amp;ckid=339f66b497b256e9&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=afa446921de14f892c9c68b4998a7347&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=afa446921de14f892c9c68b4998a7347&#39;,
 &#39;苏州&#39;: &#39;/zhaopin/?init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=060080&amp;keyword=%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6&amp;ckid=339f66b497b256e9&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=afa446921de14f892c9c68b4998a7347&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=afa446921de14f892c9c68b4998a7347&#39;,
 &#39;重庆&#39;: &#39;/zhaopin/?init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=040&amp;keyword=%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6&amp;ckid=339f66b497b256e9&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=afa446921de14f892c9c68b4998a7347&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=afa446921de14f892c9c68b4998a7347&#39;,
 &#39;南京&#39;: &#39;/zhaopin/?init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=060020&amp;keyword=%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6&amp;ckid=339f66b497b256e9&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=afa446921de14f892c9c68b4998a7347&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=afa446921de14f892c9c68b4998a7347&#39;,
 &#39;杭州&#39;: &#39;/zhaopin/?init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=070020&amp;keyword=%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6&amp;ckid=339f66b497b256e9&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=afa446921de14f892c9c68b4998a7347&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=afa446921de14f892c9c68b4998a7347&#39;,
 &#39;大连&#39;: &#39;/zhaopin/?init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=210040&amp;keyword=%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6&amp;ckid=339f66b497b256e9&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=afa446921de14f892c9c68b4998a7347&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=afa446921de14f892c9c68b4998a7347&#39;,
 &#39;成都&#39;: &#39;/zhaopin/?init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=280020&amp;keyword=%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6&amp;ckid=339f66b497b256e9&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=afa446921de14f892c9c68b4998a7347&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=afa446921de14f892c9c68b4998a7347&#39;,
 &#39;武汉&#39;: &#39;/zhaopin/?init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=170020&amp;keyword=%E7%94%A8%E6%88%B7%E7%A0%94%E7%A9%B6&amp;ckid=339f66b497b256e9&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=afa446921de14f892c9c68b4998a7347&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=afa446921de14f892c9c68b4998a7347&#39;,
 &#39;其他&#39;: &#39;javascript:;&#39;}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 解析url</span>
<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="k">import</span> <span class="n">urlparse</span><span class="p">,</span> <span class="n">parse_qs</span>

<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">城市数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
<span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 14 entries, 0 to 13
Data columns (total 6 columns):
 #   Column    Non-Null Count  Dtype 
---  ------    --------------  ----- 
 0   scheme    14 non-null     object
 1   netloc    14 non-null     object
 2   path      14 non-null     object
 3   params    14 non-null     object
 4   query     14 non-null     object
 5   fragment  14 non-null     object
dtypes: object(6)
memory usage: 800.0+ bytes
scheme       2
netloc       1
path         2
params       1
query       14
fragment     1
dtype: int64
</pre>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>scheme</th>
      <th>netloc</th>
      <th>path</th>
      <th>params</th>
      <th>query</th>
      <th>fragment</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;...</td>
      <td></td>
    </tr>
    <tr>
      <th>1</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;...</td>
      <td></td>
    </tr>
    <tr>
      <th>2</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;...</td>
      <td></td>
    </tr>
    <tr>
      <th>3</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;...</td>
      <td></td>
    </tr>
    <tr>
      <th>4</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=339f66b497b256e9&amp;flushckid=1&amp;...</td>
      <td></td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># B-3 针对query 再解析之 </span>
<span class="c1">#df_qs = pd.DataFrame([ parse_qs(x) for x in df[&#39;query&#39;] ])</span>
<span class="n">df_qs</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([{</span><span class="n">k</span><span class="p">:</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;query&#39;</span><span class="p">]</span> <span class="p">])</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">df_qs</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
<span class="n">df_qs</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">12</span><span class="p">)</span>
<span class="c1"># df_qs[[&#39;keyword&#39;,&#39;industries&#39;]]  取表格中特定的某个值</span>
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<pre>init              1
headckid          1
flushckid         1
fromSearchBtn     1
keyword           1
ckid              1
siTag             1
d_sfrom           1
d_ckId            1
d_curPage         1
d_pageSize        1
d_headId          1
dqs              12
dtype: int64
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<style scoped>
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        vertical-align: middle;
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    .dataframe tbody tr th {
        vertical-align: top;
    }

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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>init</th>
      <th>headckid</th>
      <th>flushckid</th>
      <th>fromSearchBtn</th>
      <th>keyword</th>
      <th>ckid</th>
      <th>siTag</th>
      <th>d_sfrom</th>
      <th>d_ckId</th>
      <th>d_curPage</th>
      <th>d_pageSize</th>
      <th>d_headId</th>
      <th>dqs</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>-1</td>
      <td>339f66b497b256e9</td>
      <td>1</td>
      <td>2</td>
      <td>用户研究</td>
      <td>339f66b497b256e9</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>0</td>
      <td>40</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1</th>
      <td>-1</td>
      <td>339f66b497b256e9</td>
      <td>1</td>
      <td>2</td>
      <td>用户研究</td>
      <td>339f66b497b256e9</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>0</td>
      <td>40</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>010</td>
    </tr>
    <tr>
      <th>2</th>
      <td>-1</td>
      <td>339f66b497b256e9</td>
      <td>1</td>
      <td>2</td>
      <td>用户研究</td>
      <td>339f66b497b256e9</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>0</td>
      <td>40</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>020</td>
    </tr>
    <tr>
      <th>3</th>
      <td>-1</td>
      <td>339f66b497b256e9</td>
      <td>1</td>
      <td>2</td>
      <td>用户研究</td>
      <td>339f66b497b256e9</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>0</td>
      <td>40</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>050020</td>
    </tr>
    <tr>
      <th>4</th>
      <td>-1</td>
      <td>339f66b497b256e9</td>
      <td>1</td>
      <td>2</td>
      <td>用户研究</td>
      <td>339f66b497b256e9</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>0</td>
      <td>40</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>050090</td>
    </tr>
    <tr>
      <th>5</th>
      <td>-1</td>
      <td>339f66b497b256e9</td>
      <td>1</td>
      <td>2</td>
      <td>用户研究</td>
      <td>339f66b497b256e9</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>0</td>
      <td>40</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>030</td>
    </tr>
    <tr>
      <th>6</th>
      <td>-1</td>
      <td>339f66b497b256e9</td>
      <td>1</td>
      <td>2</td>
      <td>用户研究</td>
      <td>339f66b497b256e9</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>0</td>
      <td>40</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>060080</td>
    </tr>
    <tr>
      <th>7</th>
      <td>-1</td>
      <td>339f66b497b256e9</td>
      <td>1</td>
      <td>2</td>
      <td>用户研究</td>
      <td>339f66b497b256e9</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>0</td>
      <td>40</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>040</td>
    </tr>
    <tr>
      <th>8</th>
      <td>-1</td>
      <td>339f66b497b256e9</td>
      <td>1</td>
      <td>2</td>
      <td>用户研究</td>
      <td>339f66b497b256e9</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>0</td>
      <td>40</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>060020</td>
    </tr>
    <tr>
      <th>9</th>
      <td>-1</td>
      <td>339f66b497b256e9</td>
      <td>1</td>
      <td>2</td>
      <td>用户研究</td>
      <td>339f66b497b256e9</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>0</td>
      <td>40</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>070020</td>
    </tr>
    <tr>
      <th>10</th>
      <td>-1</td>
      <td>339f66b497b256e9</td>
      <td>1</td>
      <td>2</td>
      <td>用户研究</td>
      <td>339f66b497b256e9</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>0</td>
      <td>40</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>210040</td>
    </tr>
    <tr>
      <th>11</th>
      <td>-1</td>
      <td>339f66b497b256e9</td>
      <td>1</td>
      <td>2</td>
      <td>用户研究</td>
      <td>339f66b497b256e9</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>0</td>
      <td>40</td>
      <td>afa446921de14f892c9c68b4998a7347</td>
      <td>280020</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_qs</span><span class="p">[[</span><span class="s1">&#39;keyword&#39;</span><span class="p">,</span><span class="s1">&#39;dqs&#39;</span><span class="p">]]</span> <span class="c1">#取表格中特定的某个值</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>keyword</th>
      <th>dqs</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>用户研究</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1</th>
      <td>用户研究</td>
      <td>010</td>
    </tr>
    <tr>
      <th>2</th>
      <td>用户研究</td>
      <td>020</td>
    </tr>
    <tr>
      <th>3</th>
      <td>用户研究</td>
      <td>050020</td>
    </tr>
    <tr>
      <th>4</th>
      <td>用户研究</td>
      <td>050090</td>
    </tr>
    <tr>
      <th>5</th>
      <td>用户研究</td>
      <td>030</td>
    </tr>
    <tr>
      <th>6</th>
      <td>用户研究</td>
      <td>060080</td>
    </tr>
    <tr>
      <th>7</th>
      <td>用户研究</td>
      <td>040</td>
    </tr>
    <tr>
      <th>8</th>
      <td>用户研究</td>
      <td>060020</td>
    </tr>
    <tr>
      <th>9</th>
      <td>用户研究</td>
      <td>070020</td>
    </tr>
    <tr>
      <th>10</th>
      <td>用户研究</td>
      <td>210040</td>
    </tr>
    <tr>
      <th>11</th>
      <td>用户研究</td>
      <td>280020</td>
    </tr>
    <tr>
      <th>12</th>
      <td>用户研究</td>
      <td>170020</td>
    </tr>
    <tr>
      <th>13</th>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
  </tbody>
</table>
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<h1 id="&#34218;&#36164;&#30340;&#29228;&#21462;">&#34218;&#36164;&#30340;&#29228;&#21462;<a class="anchor-link" href="#&#34218;&#36164;&#30340;&#29228;&#21462;">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">requests_html</span> <span class="k">import</span> <span class="n">HTMLSession</span>

<span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin?&quot;</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span> <span class="p">)</span>

<span class="n">薪资数据选择器链结</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//div[@data-selector=&quot;search-conditions&quot;]&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dt[@class=&quot;search-title&quot;]/following-sibling::dd&#39;</span><span class="p">)[</span><span class="mi">3</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dd[contains(@data-param,&quot;salary&quot;)]/a&#39;</span><span class="p">)</span>
<span class="n">薪资数据选择器链结</span>

<span class="n">薪资数据选择器链结</span> <span class="o">=</span> <span class="p">{</span> <span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s2">&quot;a/text()&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]:</span><span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s2">&quot;a/@href&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">薪资数据选择器链结</span><span class="p">}</span>
<span class="n">薪资数据选择器链结</span>
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<pre>{&#39;10-15万&#39;: &#39;/zhaopin/?init=-1&amp;salary=10$15&amp;ckid=16fbac46101aa036&amp;headckid=16fbac46101aa036&amp;flushckid=1&amp;fromSearchBtn=2&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=3c35314940ccd26bffc65066bb46a906&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=3c35314940ccd26bffc65066bb46a906&#39;,
 &#39;15-20万&#39;: &#39;/zhaopin/?init=-1&amp;salary=15$20&amp;ckid=16fbac46101aa036&amp;headckid=16fbac46101aa036&amp;flushckid=1&amp;fromSearchBtn=2&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=3c35314940ccd26bffc65066bb46a906&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=3c35314940ccd26bffc65066bb46a906&#39;,
 &#39;20-30万&#39;: &#39;/zhaopin/?init=-1&amp;salary=20$30&amp;ckid=16fbac46101aa036&amp;headckid=16fbac46101aa036&amp;flushckid=1&amp;fromSearchBtn=2&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=3c35314940ccd26bffc65066bb46a906&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=3c35314940ccd26bffc65066bb46a906&#39;,
 &#39;30-50万&#39;: &#39;/zhaopin/?init=-1&amp;salary=30$50&amp;ckid=16fbac46101aa036&amp;headckid=16fbac46101aa036&amp;flushckid=1&amp;fromSearchBtn=2&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=3c35314940ccd26bffc65066bb46a906&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=3c35314940ccd26bffc65066bb46a906&#39;,
 &#39;50-100万&#39;: &#39;/zhaopin/?init=-1&amp;salary=50$100&amp;ckid=16fbac46101aa036&amp;headckid=16fbac46101aa036&amp;flushckid=1&amp;fromSearchBtn=2&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=3c35314940ccd26bffc65066bb46a906&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=3c35314940ccd26bffc65066bb46a906&#39;,
 &#39;100万以上&#39;: &#39;/zhaopin/?init=-1&amp;salary=100$999&amp;ckid=16fbac46101aa036&amp;headckid=16fbac46101aa036&amp;flushckid=1&amp;fromSearchBtn=2&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=3c35314940ccd26bffc65066bb46a906&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=3c35314940ccd26bffc65066bb46a906&#39;}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 解析url</span>
<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="k">import</span> <span class="n">urlparse</span><span class="p">,</span> <span class="n">parse_qs</span>

<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">薪资数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
<span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 6 entries, 0 to 5
Data columns (total 6 columns):
 #   Column    Non-Null Count  Dtype 
---  ------    --------------  ----- 
 0   scheme    6 non-null      object
 1   netloc    6 non-null      object
 2   path      6 non-null      object
 3   params    6 non-null      object
 4   query     6 non-null      object
 5   fragment  6 non-null      object
dtypes: object(6)
memory usage: 416.0+ bytes
scheme      1
netloc      1
path        1
params      1
query       6
fragment    1
dtype: int64
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        vertical-align: middle;
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    .dataframe tbody tr th {
        vertical-align: top;
    }

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        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>scheme</th>
      <th>netloc</th>
      <th>path</th>
      <th>params</th>
      <th>query</th>
      <th>fragment</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;salary=10$15&amp;ckid=16fbac46101aa036&amp;hea...</td>
      <td></td>
    </tr>
    <tr>
      <th>1</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;salary=15$20&amp;ckid=16fbac46101aa036&amp;hea...</td>
      <td></td>
    </tr>
    <tr>
      <th>2</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;salary=20$30&amp;ckid=16fbac46101aa036&amp;hea...</td>
      <td></td>
    </tr>
    <tr>
      <th>3</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;salary=30$50&amp;ckid=16fbac46101aa036&amp;hea...</td>
      <td></td>
    </tr>
    <tr>
      <th>4</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;salary=50$100&amp;ckid=16fbac46101aa036&amp;he...</td>
      <td></td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># B-3 针对query 再解析之 </span>
<span class="c1">#df_qs = pd.DataFrame([ parse_qs(x) for x in df[&#39;query&#39;] ])</span>
<span class="n">df_qs</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([{</span><span class="n">k</span><span class="p">:</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;query&#39;</span><span class="p">]</span> <span class="p">])</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">df_qs</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
<span class="n">df_qs</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">12</span><span class="p">)</span>
<span class="c1"># df_qs[[&#39;keyword&#39;,&#39;industries&#39;]]  取表格中特定的某个值</span>
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<pre>init             1
salary           6
ckid             1
headckid         1
flushckid        1
fromSearchBtn    1
siTag            1
d_sfrom          1
d_ckId           1
d_curPage        1
d_pageSize       1
d_headId         1
dtype: int64
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        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>init</th>
      <th>salary</th>
      <th>ckid</th>
      <th>headckid</th>
      <th>flushckid</th>
      <th>fromSearchBtn</th>
      <th>siTag</th>
      <th>d_sfrom</th>
      <th>d_ckId</th>
      <th>d_curPage</th>
      <th>d_pageSize</th>
      <th>d_headId</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>-1</td>
      <td>10$15</td>
      <td>16fbac46101aa036</td>
      <td>16fbac46101aa036</td>
      <td>1</td>
      <td>2</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>3c35314940ccd26bffc65066bb46a906</td>
      <td>0</td>
      <td>40</td>
      <td>3c35314940ccd26bffc65066bb46a906</td>
    </tr>
    <tr>
      <th>1</th>
      <td>-1</td>
      <td>15$20</td>
      <td>16fbac46101aa036</td>
      <td>16fbac46101aa036</td>
      <td>1</td>
      <td>2</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>3c35314940ccd26bffc65066bb46a906</td>
      <td>0</td>
      <td>40</td>
      <td>3c35314940ccd26bffc65066bb46a906</td>
    </tr>
    <tr>
      <th>2</th>
      <td>-1</td>
      <td>20$30</td>
      <td>16fbac46101aa036</td>
      <td>16fbac46101aa036</td>
      <td>1</td>
      <td>2</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>3c35314940ccd26bffc65066bb46a906</td>
      <td>0</td>
      <td>40</td>
      <td>3c35314940ccd26bffc65066bb46a906</td>
    </tr>
    <tr>
      <th>3</th>
      <td>-1</td>
      <td>30$50</td>
      <td>16fbac46101aa036</td>
      <td>16fbac46101aa036</td>
      <td>1</td>
      <td>2</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>3c35314940ccd26bffc65066bb46a906</td>
      <td>0</td>
      <td>40</td>
      <td>3c35314940ccd26bffc65066bb46a906</td>
    </tr>
    <tr>
      <th>4</th>
      <td>-1</td>
      <td>50$100</td>
      <td>16fbac46101aa036</td>
      <td>16fbac46101aa036</td>
      <td>1</td>
      <td>2</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>3c35314940ccd26bffc65066bb46a906</td>
      <td>0</td>
      <td>40</td>
      <td>3c35314940ccd26bffc65066bb46a906</td>
    </tr>
    <tr>
      <th>5</th>
      <td>-1</td>
      <td>100$999</td>
      <td>16fbac46101aa036</td>
      <td>16fbac46101aa036</td>
      <td>1</td>
      <td>2</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>3c35314940ccd26bffc65066bb46a906</td>
      <td>0</td>
      <td>40</td>
      <td>3c35314940ccd26bffc65066bb46a906</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 建构 参数模板 及 字典_salary</span>
<span class="k">def</span> <span class="nf">parse_url_qs_for_salary</span> <span class="p">(</span><span class="n">url</span><span class="p">):</span>
    <span class="n">six_parts</span> <span class="o">=</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">url</span><span class="p">)</span> 
    <span class="n">out</span> <span class="o">=</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">six_parts</span><span class="o">.</span><span class="n">query</span><span class="p">)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">out</span><span class="p">)</span>

<span class="c1"># parse_url_qs_for_compTag(list(公司数据选择器链结.values())[0])[&#39;compTag&#39;]</span>
<span class="n">参数模板</span> <span class="o">=</span> <span class="n">parse_url_qs_for_salary</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">薪资数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">())[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">参数模板</span><span class="p">)</span>
<span class="c1"># [ parse_url_qs_for_compTag(x)[&#39;compTag&#39;] for x in 公司数据选择器链结.values()]</span>
<span class="p">[</span> <span class="n">parse_url_qs_for_salary</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="s1">&#39;salary&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">薪资数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>

<span class="n">字典_salary</span> <span class="o">=</span> <span class="p">{</span> <span class="n">k</span><span class="p">:</span><span class="n">parse_url_qs_for_salary</span><span class="p">(</span><span class="n">v</span><span class="p">)[</span><span class="s1">&#39;salary&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">薪资数据选择器链结</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
<span class="nb">print</span><span class="p">(</span><span class="n">字典_salary</span><span class="p">)</span>
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<pre>{&#39;init&#39;: [&#39;-1&#39;], &#39;salary&#39;: [&#39;10$15&#39;], &#39;ckid&#39;: [&#39;16fbac46101aa036&#39;], &#39;headckid&#39;: [&#39;16fbac46101aa036&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;3c35314940ccd26bffc65066bb46a906&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;3c35314940ccd26bffc65066bb46a906&#39;]}
{&#39;10-15万&#39;: &#39;10$15&#39;, &#39;15-20万&#39;: &#39;15$20&#39;, &#39;20-30万&#39;: &#39;20$30&#39;, &#39;30-50万&#39;: &#39;30$50&#39;, &#39;50-100万&#39;: &#39;50$100&#39;, &#39;100万以上&#39;: &#39;100$999&#39;}
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 生成城市参数模板  </span>
<span class="k">def</span> <span class="nf">参数模板生成</span><span class="p">(</span><span class="n">salary</span> <span class="p">,</span> <span class="n">keyword</span> <span class="p">):</span>
    <span class="n">参数</span> <span class="o">=</span> <span class="n">参数模板</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>  <span class="c1"># 复制一份参数模版</span>
    <span class="n">参数</span><span class="p">[</span><span class="s1">&#39;salary&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">salary</span>
    <span class="n">参数</span><span class="p">[</span><span class="s1">&#39;keyword&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">keyword</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">参数</span><span class="p">)</span>

<span class="c1"># 赋值：keyword</span>
<span class="n">参数_salary_用户体验</span> <span class="o">=</span> <span class="p">{</span> <span class="n">k</span><span class="p">:</span><span class="n">参数模板生成</span><span class="p">(</span><span class="n">salary</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span><span class="p">],</span> <span class="n">keyword</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;用户体验&#39;</span><span class="p">])</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">字典_salary</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
<span class="nb">print</span><span class="p">(</span><span class="n">参数_salary_用户体验</span><span class="p">)</span>
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<pre>{&#39;10-15万&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;salary&#39;: [&#39;10$15&#39;], &#39;ckid&#39;: [&#39;16fbac46101aa036&#39;], &#39;headckid&#39;: [&#39;16fbac46101aa036&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;3c35314940ccd26bffc65066bb46a906&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;3c35314940ccd26bffc65066bb46a906&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;]}, &#39;15-20万&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;salary&#39;: [&#39;15$20&#39;], &#39;ckid&#39;: [&#39;16fbac46101aa036&#39;], &#39;headckid&#39;: [&#39;16fbac46101aa036&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;3c35314940ccd26bffc65066bb46a906&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;3c35314940ccd26bffc65066bb46a906&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;]}, &#39;20-30万&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;salary&#39;: [&#39;20$30&#39;], &#39;ckid&#39;: [&#39;16fbac46101aa036&#39;], &#39;headckid&#39;: [&#39;16fbac46101aa036&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;3c35314940ccd26bffc65066bb46a906&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;3c35314940ccd26bffc65066bb46a906&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;]}, &#39;30-50万&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;salary&#39;: [&#39;30$50&#39;], &#39;ckid&#39;: [&#39;16fbac46101aa036&#39;], &#39;headckid&#39;: [&#39;16fbac46101aa036&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;3c35314940ccd26bffc65066bb46a906&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;3c35314940ccd26bffc65066bb46a906&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;]}, &#39;50-100万&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;salary&#39;: [&#39;50$100&#39;], &#39;ckid&#39;: [&#39;16fbac46101aa036&#39;], &#39;headckid&#39;: [&#39;16fbac46101aa036&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;3c35314940ccd26bffc65066bb46a906&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;3c35314940ccd26bffc65066bb46a906&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;]}, &#39;100万以上&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;salary&#39;: [&#39;100$999&#39;], &#39;ckid&#39;: [&#39;16fbac46101aa036&#39;], &#39;headckid&#39;: [&#39;16fbac46101aa036&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;3c35314940ccd26bffc65066bb46a906&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;3c35314940ccd26bffc65066bb46a906&#39;], &#39;keyword&#39;: [&#39;用户体验&#39;]}}
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># request请求</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>

<span class="k">def</span> <span class="nf">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span><span class="p">):</span>
    <span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span> <span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>

    <span class="c1"># 先取特定元素, 精准打击其子后辈</span>
    <span class="n">主要元素</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span> <span class="s1">&#39;//ul[@class=&quot;sojob-list&quot;]/li&#39;</span><span class="p">)</span>

    <span class="c1"># 作为xpath字典，键为我要抓的牛肉名称，值为xpath</span>
    <span class="n">dict_xpaths</span><span class="o">=</span><span class="p">{</span> 
        <span class="s1">&#39;text&#39;</span><span class="p">:</span> <span class="p">{</span>
            <span class="s1">&#39;edu&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]&#39;</span><span class="p">,</span>
            <span class="s1">&#39;经验&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]/following-sibling::span&#39;</span><span class="p">,</span>
            <span class="s1">&#39;薪水&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;text-warning&quot;]&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;时间&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/time/@title&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;职称&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;行业&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/a&#39;</span><span class="p">,</span>
            <span class="s1">&#39;公司名称&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
        <span class="p">},</span>
        <span class="s1">&#39;text_content&#39;</span><span class="p">:</span> <span class="p">{</span>
        <span class="p">},</span>
        <span class="s1">&#39;href&#39;</span><span class="p">:</span> <span class="p">{</span>
            <span class="s1">&#39;链结&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;公司URL&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
        <span class="p">}</span>
    <span class="p">}</span>

    <span class="k">def</span> <span class="nf">get_e_text_content</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">lxml</span><span class="o">.</span><span class="n">text_content</span><span class="p">()</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_e_text</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span> <span class="k">else</span> <span class="n">x</span><span class="o">.</span><span class="n">text</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)])</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_e_href</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                   <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span>  \
                   <span class="k">else</span> <span class="s2">&quot;&quot;</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="c1"># 只对主要元素下进行.xpath取值</span>
    <span class="n">数据字典</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>

    <span class="n">数据字典</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text_content</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text_content&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
    <span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>
    <span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_href</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;href&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>

    <span class="n">数据</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">数据字典</span><span class="p">)</span>
    <span class="c1">#数据.to_excel(&quot;20春_Web数据挖掘_week03_liepin.xlsx&quot;, sheet_name=&quot;搜查结果&quot;)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">数据</span><span class="p">)</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/&quot;</span>

<span class="n">list_df</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">参数_salary_用户体验</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="n">payload</span> <span class="o">=</span> <span class="n">v</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">assign</span> <span class="p">(</span><span class="n">薪资水平</span> <span class="o">=</span> <span class="n">k</span><span class="p">)</span>    
    <span class="n">list_df</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>

<span class="n">df_all</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">list_df</span><span class="p">)</span>
<span class="n">df_all</span>
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    <div class="prompt output_prompt">Out[89]:</div>



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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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    .dataframe tbody tr th {
        vertical-align: top;
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    .dataframe thead th {
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    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>edu</th>
      <th>经验</th>
      <th>薪水</th>
      <th>时间</th>
      <th>职称</th>
      <th>行业</th>
      <th>公司名称</th>
      <th>链结</th>
      <th>公司URL</th>
      <th>薪资水平</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>大专及以上</td>
      <td>5-10年</td>
      <td>8-12k·12薪</td>
      <td>2020年04月24日</td>
      <td>薪酬主管</td>
      <td>上海</td>
      <td>北京万景百年室内设计有限公司上海分公司</td>
      <td>https://www.liepin.com/job/1927749527.shtml</td>
      <td>https://www.liepin.com/company/8960550/</td>
      <td>10-15万</td>
    </tr>
    <tr>
      <th>1</th>
      <td>大专及以上</td>
      <td>1-3年</td>
      <td>6-15k·12薪</td>
      <td>2020年04月24日</td>
      <td>模具设计工程师（密封-新能源）</td>
      <td>广州-黄埔区</td>
      <td>国机智能</td>
      <td>https://www.liepin.com/job/1927749185.shtml</td>
      <td>https://www.liepin.com/company/8942684/</td>
      <td>10-15万</td>
    </tr>
    <tr>
      <th>2</th>
      <td>大专及以上</td>
      <td>5-10年</td>
      <td>10-12k·12薪</td>
      <td>2020年04月24日</td>
      <td>安全主管</td>
      <td>成都</td>
      <td>四川辉瑞建设有限公司</td>
      <td>https://www.liepin.com/job/1927748777.shtml</td>
      <td>https://www.liepin.com/company/10166071/</td>
      <td>10-15万</td>
    </tr>
    <tr>
      <th>3</th>
      <td>统招本科</td>
      <td>3-5年</td>
      <td>8-12k·12薪</td>
      <td>2020年04月24日</td>
      <td>文化宣传（翻译）</td>
      <td>济南</td>
      <td>浪潮</td>
      <td>https://www.liepin.com/job/1927748471.shtml</td>
      <td>https://www.liepin.com/company/7893220/</td>
      <td>10-15万</td>
    </tr>
    <tr>
      <th>4</th>
      <td>统招本科</td>
      <td>3-5年</td>
      <td>10-15k·12薪</td>
      <td>2020年04月24日</td>
      <td>品牌活动线上推广经理</td>
      <td>济南</td>
      <td>浪潮</td>
      <td>https://www.liepin.com/job/1927748201.shtml</td>
      <td>https://www.liepin.com/company/7893220/</td>
      <td>10-15万</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>35</th>
      <td>统招本科</td>
      <td>10年以上</td>
      <td>面议</td>
      <td>2020年04月24日</td>
      <td>公有云高端销售岗位</td>
      <td></td>
      <td>紫光云技术有限公司</td>
      <td>https://www.liepin.com/job/1927738781.shtml</td>
      <td>https://www.liepin.com/company/9691729/</td>
      <td>100万以上</td>
    </tr>
    <tr>
      <th>36</th>
      <td>本科及以上</td>
      <td>经验不限</td>
      <td>面议</td>
      <td>2020年04月24日</td>
      <td>TA Head （Group）</td>
      <td>深圳</td>
      <td>米高蒲志国际(香港)有限公司</td>
      <td>https://www.liepin.com/job/1927738359.shtml</td>
      <td>https://www.liepin.com/company/1790705/</td>
      <td>100万以上</td>
    </tr>
    <tr>
      <th>37</th>
      <td>本科及以上</td>
      <td>10年以上</td>
      <td>面议</td>
      <td>2020年04月24日</td>
      <td>创新技术产品规划总监</td>
      <td>北京</td>
      <td>京东数字科技控股有限公司</td>
      <td>https://www.liepin.com/job/1927738123.shtml</td>
      <td>https://www.liepin.com/company/215535/</td>
      <td>100万以上</td>
    </tr>
    <tr>
      <th>38</th>
      <td>本科及以上</td>
      <td>5-10年</td>
      <td>50-83k·12薪</td>
      <td>2020年04月24日</td>
      <td>WebRTC音视频研发专家</td>
      <td>北京</td>
      <td>360</td>
      <td>https://www.liepin.com/job/1927736647.shtml</td>
      <td>https://www.liepin.com/company/6429309/</td>
      <td>100万以上</td>
    </tr>
    <tr>
      <th>39</th>
      <td>本科及以上</td>
      <td>5-10年</td>
      <td>面议</td>
      <td>2020年04月24日</td>
      <td>Senior Manager, AppleCare Business Development...</td>
      <td>上海</td>
      <td>苹果</td>
      <td>https://www.liepin.com/job/1927735951.shtml</td>
      <td>https://www.liepin.com/company/8356233/</td>
      <td>100万以上</td>
    </tr>
  </tbody>
</table>
<p>240 rows × 10 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># C-4   输出</span>
<span class="n">df_all</span><span class="o">.</span><span class="n">to_excel</span><span class="p">(</span><span class="s2">&quot;薪资类型的数据爬取.xlsx&quot;</span><span class="p">,</span> <span class="n">sheet_name</span><span class="o">=</span><span class="s2">&quot;搜查结果&quot;</span><span class="p">)</span>
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<h1 id="&#32763;&#39029;&#27169;&#29256;&#26500;&#24314;&#65306;">&#32763;&#39029;&#27169;&#29256;&#26500;&#24314;&#65306;<a class="anchor-link" href="#&#32763;&#39029;&#27169;&#29256;&#26500;&#24314;&#65306;">&#182;</a></h1>
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<div class="prompt input_prompt">In&nbsp;[115]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 翻页：参数字典的拆解→xpath解析翻页a/@href</span>
<span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/?keyword=产品经理&quot;</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span> <span class="p">)</span>
<span class="c1"># A-1  xpath 解析翻页a/@href</span>
<span class="n">xpath_翻页a</span> <span class="o">=</span> <span class="s1">&#39;//div[@class=&quot;pagerbar&quot;]/a&#39;</span> <span class="c1"># 有disabled, current等href是javascript</span>
<span class="n">xpath_翻页a</span> <span class="o">=</span> <span class="s1">&#39;//div[@class=&quot;pagerbar&quot;]/a[starts-with(@href,&quot;/zhaopin&quot;)]&#39;</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">xpath_翻页a</span><span class="p">))</span> <span class="c1"># 物件</span>
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<pre>[&lt;Element &#39;a&#39; href=&#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=1&#39;&gt;, &lt;Element &#39;a&#39; href=&#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=2&#39;&gt;, &lt;Element &#39;a&#39; href=&#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=3&#39;&gt;, &lt;Element &#39;a&#39; href=&#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=4&#39;&gt;, &lt;Element &#39;a&#39; href=&#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=1&#39;&gt;, &lt;Element &#39;a&#39; class=(&#39;last&#39;,) href=&#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=9&#39; title=&#39;末页&#39;&gt;]
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<div class="prompt input_prompt">In&nbsp;[116]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 把上面的翻页url变成列表并且去除不必要的元素</span>
<span class="n">href_列表</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//@href&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">xpath_翻页a</span><span class="p">)]</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">href_列表</span><span class="p">)</span>
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<pre>[&#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=1&#39;, &#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=2&#39;, &#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=3&#39;, &#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=4&#39;, &#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=1&#39;, &#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=9&#39;]
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<div class="prompt input_prompt">In&nbsp;[117]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">href_字典</span> <span class="o">=</span> <span class="p">{</span><span class="n">x</span><span class="o">.</span><span class="n">text</span><span class="p">:</span><span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//@href&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>  <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">xpath_翻页a</span><span class="p">)}</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">href_字典</span><span class="p">)</span>
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<pre>{&#39;2&#39;: &#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=1&#39;, &#39;3&#39;: &#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=2&#39;, &#39;4&#39;: &#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=3&#39;, &#39;5&#39;: &#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=4&#39;, &#39;下一页&#39;: &#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=1&#39;, &#39;&#39;: &#39;/zhaopin/?init=-1&amp;headckid=e6378ea044d5e521&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=e6378ea044d5e521°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=56d438b88a4e3924579aa8bf30fad9b1&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=56d438b88a4e3924579aa8bf30fad9b1&amp;curPage=9&#39;}
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<div class="prompt input_prompt">In&nbsp;[119]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>

<span class="k">def</span> <span class="nf">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span><span class="p">):</span>
    <span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span> <span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>

    <span class="c1"># 先取特定元素, 精准打击其子后辈</span>
    <span class="n">主要元素</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span> <span class="s1">&#39;//ul[@class=&quot;sojob-list&quot;]/li&#39;</span><span class="p">)</span>

    <span class="c1"># 作为xpath字典，键为我要抓的牛肉名称，值为xpath</span>
    <span class="n">dict_xpaths</span><span class="o">=</span><span class="p">{</span> 
        <span class="s1">&#39;text&#39;</span><span class="p">:</span> <span class="p">{</span>
            <span class="s1">&#39;edu&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]&#39;</span><span class="p">,</span>
            <span class="s1">&#39;经验&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]/following-sibling::span&#39;</span><span class="p">,</span>
            <span class="s1">&#39;薪水&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;text-warning&quot;]&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;时间&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/time/@title&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;职称&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;公司地点&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/a&#39;</span><span class="p">,</span>
            <span class="s1">&#39;公司名称&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
        <span class="p">},</span>
        <span class="s1">&#39;text_content&#39;</span><span class="p">:</span> <span class="p">{</span>
        <span class="p">},</span>
        <span class="s1">&#39;href&#39;</span><span class="p">:</span> <span class="p">{</span>
            <span class="s1">&#39;链结&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;公司URL&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
        <span class="p">}</span>
    <span class="p">}</span>

    <span class="k">def</span> <span class="nf">get_e_text_content</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">lxml</span><span class="o">.</span><span class="n">text_content</span><span class="p">()</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_e_text</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span> <span class="k">else</span> <span class="n">x</span><span class="o">.</span><span class="n">text</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)])</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_e_href</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                   <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span>  \
                   <span class="k">else</span> <span class="s2">&quot;&quot;</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="c1"># 只对主要元素下进行.xpath取值</span>
    <span class="n">数据字典</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>

    <span class="n">数据字典</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text_content</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text_content&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
    <span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>
    <span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_href</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;href&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>

    <span class="n">数据</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">数据字典</span><span class="p">)</span>
    <span class="c1">#数据.to_excel(&quot;20春_Web数据挖掘_week03_liepin.xlsx&quot;, sheet_name=&quot;搜查结果&quot;)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">数据</span><span class="p">)</span>
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<div class="input">
<div class="prompt input_prompt">In&nbsp;[120]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">time</span>
<span class="kn">from</span> <span class="nn">random</span> <span class="k">import</span> <span class="n">random</span>

<span class="c1">#%%time</span>
<span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">3</span><span class="o">+</span><span class="mi">4</span><span class="o">*</span><span class="n">random</span><span class="p">())</span>
</pre></div>

    </div>
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</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[123]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#%%time</span>
<span class="c1"># B-3 多个页面+多个关键词</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="kn">from</span> <span class="nn">random</span> <span class="k">import</span> <span class="n">random</span>

<span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/&quot;</span>
<span class="n">xpath_翻页a</span> <span class="o">=</span> <span class="s1">&#39;//div[@class=&quot;pagerbar&quot;]/a[starts-with(@href,&quot;/zhaopin&quot;)]&#39;</span>

<span class="n">keywords</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;产品经理&#39;</span><span class="p">,</span><span class="s1">&#39;UX&#39;</span><span class="p">,</span><span class="s1">&#39;新媒体运营&#39;</span><span class="p">,</span><span class="s1">&#39;交互设计&#39;</span><span class="p">]</span>
<span class="n">list_df</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>

<span class="c1">## 第一页试探有多长的页面</span>
<span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">keywords</span><span class="p">:</span>
    <span class="n">payload</span> <span class="o">=</span> <span class="n">参数模板生成</span><span class="p">(</span><span class="n">keyword</span><span class="o">=</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="n">curPage</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;0&#39;</span><span class="p">])</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>
    <span class="n">href_列表</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//@href&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">xpath_翻页a</span><span class="p">)]</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">href_列表</span><span class="p">])</span>
    <span class="n">df_qs</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([{</span><span class="n">k</span><span class="p">:</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;query&#39;</span><span class="p">]</span> <span class="p">])</span>
    <span class="n">df_qs</span> <span class="o">=</span> <span class="n">df_qs</span><span class="o">.</span><span class="n">assign</span> <span class="p">(</span><span class="n">curPage_int</span><span class="o">=</span><span class="n">df_qs</span><span class="o">.</span><span class="n">curPage</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">))</span> <span class="c1"># 变成整数</span>
    <span class="n">长度</span> <span class="o">=</span> <span class="n">df_qs</span><span class="o">.</span><span class="n">curPage_int</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="mi">1</span>
    <span class="n">参数_keyword_X_curPage</span> <span class="o">=</span> <span class="p">{</span> 
        <span class="n">i</span><span class="p">:</span><span class="n">参数模板生成</span><span class="p">(</span><span class="n">curPage</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">],</span> \
                      <span class="n">keyword</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span><span class="p">])</span> \
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">长度</span><span class="p">)</span>\
        <span class="p">}</span>
    <span class="c1">#print (参数_keyword_X_curPage)</span>
    <span class="nb">print</span> <span class="p">(</span><span class="n">key</span><span class="p">,</span><span class="n">长度</span><span class="p">)</span>
    
    <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">参数_keyword_X_curPage</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
        <span class="n">payload</span> <span class="o">=</span> <span class="n">v</span>
        <span class="n">df</span> <span class="o">=</span> <span class="n">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>
        <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">3</span><span class="o">+</span><span class="mi">4</span><span class="o">*</span><span class="n">random</span><span class="p">())</span>  <span class="c1">#放慢脚步 3-7秒, 平均约5秒</span>
        <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">assign</span> <span class="p">(</span><span class="n">keyword</span> <span class="o">=</span> <span class="n">key</span><span class="p">)</span>  <span class="c1"># 区分  keyword    </span>
        <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">assign</span> <span class="p">(</span><span class="n">curPage</span> <span class="o">=</span> <span class="n">k</span><span class="p">)</span>  <span class="c1"># 区分  curPage    </span>
        <span class="n">list_df</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
        
<span class="n">df_all</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">list_df</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="n">df_all</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="s1">&#39;序&#39;</span>

<span class="n">df_all</span><span class="o">.</span><span class="n">to_excel</span><span class="p">(</span><span class="s2">&quot;产品经理_UX_新媒体运营_交互设计_翻页数据.xlsx&quot;</span><span class="p">,</span>\
                <span class="n">sheet_name</span><span class="o">=</span><span class="s2">&quot;_&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">keywords</span><span class="p">))</span>
<span class="c1"># 预估时间: 2*5秒*10 =100</span>
<span class="c1"># 预估数量: 2*40*10 =800</span>
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<pre>产品经理 10
UX 10
新媒体运营 10
交互设计 10
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